LLM Reference

GPT-5 Pro vs o3 Deep Research

GPT-5 Pro (2025) and o3 Deep Research (2025) are frontier reasoning models from OpenAI. GPT-5 Pro ships a 400k-token context window, while o3 Deep Research ships a 200k-token context window. On pricing, o3 Deep Research costs $10/1M input tokens versus $15/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

o3 Deep Research is ~50% cheaper at $10/1M; pay for GPT-5 Pro only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-5 Proo3 Deep Research
Best formultimodal apps, tool-calling agents, and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window400k200k
Cheapest output$120/1M tokens$40/1M tokens
Provider routes3 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-5 Pro when...
  • GPT-5 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5 Pro has broader tracked provider coverage for fallback and route flexibility.
  • GPT-5 Pro uniquely exposes Code execution in local model data.
  • Local decision data tags GPT-5 Pro for Coding, RAG, and Agents.
Choose o3 Deep Research when...
  • o3 Deep Research has the lower cheapest tracked output price at $40/1M tokens.
  • o3 Deep Research uniquely exposes Reasoning in local model data.
  • Local decision data tags o3 Deep Research for RAG, Agents, and Long context.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate o3 Deep Research

GPT-5 Pro

$42,000

Cheapest tracked route/tier: Vercel AI Gateway

o3 Deep Research

$18,000

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $24,000. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5 Pro -> o3 Deep Research
  • Provider overlap exists on Vercel AI Gateway and OpenAI API; start route-level A/B tests there.
  • o3 Deep Research is $80/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.
  • o3 Deep Research adds Reasoning in local capability data.
o3 Deep Research -> GPT-5 Pro
  • Provider overlap exists on Vercel AI Gateway and OpenAI API; start route-level A/B tests there.
  • GPT-5 Pro is $80/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning before moving production traffic.
  • GPT-5 Pro adds Code execution in local capability data.

Specs

Specification
Released2025-10-012025-10-10
Context window400k200k
Parameters——
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2024-092024-06

Pricing and availability

Pricing attributeGPT-5 Proo3 Deep Research
Input price$15/1M tokens$10/1M tokens
Output price$120/1M tokens$40/1M tokens
Providers

Capabilities

CapabilityGPT-5 Proo3 Deep Research
VisionYesYes
MultimodalYesYes
ReasoningNoYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.